{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Reformer: Image Generation",
      "provenance": [],
      "collapsed_sections": [
        "udDs_biH0n5U"
      ]
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "TPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "udDs_biH0n5U",
        "colab_type": "text"
      },
      "source": [
        "#### Copyright 2020 Google LLC."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WPY-OyyM0pSs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Licensed under the Apache License, Version 2.0 (the \"License\")\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "\n",
        " https://www.apache.org/licenses/LICENSE-2.0\n",
        "\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "psnUF-8c02o_",
        "colab_type": "text"
      },
      "source": [
        "# Reformer: Image Generation [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google/trax/blob/master/trax/models/reformer/image_generation.ipynb)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1lnRd_IoERdk",
        "colab_type": "text"
      },
      "source": [
        "This notebook was designed to run on TPU.\n",
        "\n",
        "To use TPUs in Colab, click \"Runtime\" on the main menu bar and select Change runtime type. Set \"TPU\" as the hardware accelerator."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8PluCmWbZIpJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Install JAX. This custom build raises the TPU timeout threshold, because the\n",
        "# default limit of 2 minutes is too short for sampling very long sequences.\n",
        "!gsutil cp gs://trax-ml/reformer/jaxlib-0.1.39-cp36-none-manylinux2010_x86_64.whl .\n",
        "!gsutil cp gs://trax-ml/reformer/jax-0.1.59-cp36-none-manylinux2010_x86_64.whl .\n",
        "!pip install --upgrade -q ./jaxlib-0.1.39-cp36-none-manylinux2010_x86_64.whl\n",
        "!pip install --upgrade -q ./jax-0.1.59-cp36-none-manylinux2010_x86_64.whl\n",
        "\n",
        "# Make sure the Colab Runtime is set to Accelerator: TPU.\n",
        "import requests\n",
        "import os\n",
        "if 'TPU_DRIVER_MODE' not in globals():\n",
        "  url = 'http://' + os.environ['COLAB_TPU_ADDR'].split(':')[0] + ':8475/requestversion/tpu_driver0.1-dev20191206'\n",
        "  resp = requests.post(url)\n",
        "  TPU_DRIVER_MODE = 1\n",
        "\n",
        "# The following is required to use TPU Driver as JAX's backend.\n",
        "from jax.config import config\n",
        "config.FLAGS.jax_xla_backend = \"tpu_driver\"\n",
        "config.FLAGS.jax_backend_target = \"grpc://\" + os.environ['COLAB_TPU_ADDR']\n",
        "print(config.FLAGS.jax_backend_target)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yiPdBenoZwH6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "!pip install --upgrade -q gin git+https://github.com/google/trax.git@v1.2.3\n",
        "\n",
        "from tensorflow.compat.v1.io.gfile import GFile\n",
        "import gin\n",
        "import os\n",
        "import jax\n",
        "import trax\n",
        "from trax.models.beam_search import Search\n",
        "from trax.supervised import inputs\n",
        "\n",
        "import numpy as np\n",
        "import jax.numpy as jnp\n",
        "\n",
        "from scipy.special import softmax"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yyxRk75iaAap",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%matplotlib inline\n",
        "from matplotlib import pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "FQ89jHCYfhpg"
      },
      "source": [
        "## Load example data and model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qBvuw2h85WXE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Normally we train on the full imagenet64 training set, which is quite large so\n",
        "# we won't be loading it from this notebook. Instead, let's just load a few PNG\n",
        "# images to use in our data pipeline.\n",
        "DATA = []\n",
        "for i in range(8):\n",
        "  img = plt.imread(GFile('gs://trax-ml/reformer/img{}.png'.format(i), 'rb'))\n",
        "  # Convert from RGBA floating-point to RGB integer representation.\n",
        "  img = np.asarray(img[:, :, :3] * 255, dtype=np.int32)\n",
        "  DATA.append(img)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oBZh0Q2UEiaB",
        "colab_type": "code",
        "outputId": "d5adcac0-6f76-4c56-e6ef-74becaca87be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 130
        }
      },
      "source": [
        "# We can examine one of the images to make sure we've loaded it correctly.\n",
        "plt.figure(figsize=(1.5, 1.5))\n",
        "plt.axis('off')\n",
        "plt.imshow(DATA[0])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fb06b9d41d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NkRRTZs8sUt02dGJxiuw1aLBLWFbUyjJBy6MxT52q86/b8jkKK+h+Sqg12YTeUqqg1Bjl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\nmha/p4Qii9cAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 108x108 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VXjtCPxl3I82",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# We'll be using a pre-trained 12-layer Reformer model.\n",
        "# First, load the config (which sets all needed hyperparameters).\n",
        "!gsutil cp gs://trax-ml/reformer/imgnet64/config.gin ./config.gin\n",
        "gin.parse_config_file('./config.gin')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NhiTshPPbvLY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Now we construct a ReformerLM instance and load the pre-trained weights.\n",
        "# The 'predict' mode configures the model to accept single tokens at a time,\n",
        "# instead of feeding in a complete image all at once.\n",
        "model_infer = trax.models.ReformerLM(mode='predict')\n",
        "model_infer.init_from_file(\n",
        "    'gs://trax-ml/reformer/imgnet64/model.pkl', weights_only=True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zY3hpgnI5Rgn",
        "colab_type": "text"
      },
      "source": [
        "## Sample from the model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PnzRPCzFqIVi",
        "colab_type": "text"
      },
      "source": [
        "Now we're ready to sample from the pre-trained Reformer model. Unlike during training, sampling processes the images one pixel and channel value at a time. The TPU colab runtime has 8 cores so we can sample 8 images in parallel."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W9ZetV91PujO",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "sampling_decoder = Search(\n",
        "    trax.models.ReformerLM,\n",
        "    model_infer.weights,\n",
        "    temperature=1.0,\n",
        "    max_decode_len=32*64*3,\n",
        "    )"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HOLawc5dB7QV",
        "colab_type": "text"
      },
      "source": [
        "Sampling is an inherently serial process and will take up to 9 minutes to run. A good chunk of that time will be spent on JIT-compiling the code, though, so the code cell below will finish faster when re-run for a second time."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "We9Jj9Rap3cB",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        },
        "outputId": "10b6142b-11f1-414d-9b63-353f721a6a82"
      },
      "source": [
        "flat_prompt = []\n",
        "for i, img in enumerate(DATA[:trax.fastmath.device_count()]):\n",
        "  img = img.reshape((-1, 64, 3))[:32, :, :]\n",
        "  flat_prompt.append(img.reshape((-1,)))\n",
        "prompt = np.stack(flat_prompt, 0)\n",
        "\n",
        "print(\"Prompt:\")\n",
        "plt.figure(figsize=(10, 10*8))\n",
        "for i in range(prompt.shape[0]):\n",
        "  plt.subplot(1, 8, i+1)\n",
        "  plt.axis('off')\n",
        "  plt.imshow(prompt[i].reshape((-1, 64, 3)), aspect='equal')\n",
        "plt.show()\n",
        "\n",
        "seqs, scores = sampling_decoder.decode(targets_prefix=prompt, batch_size=8)\n",
        "\n",
        "print(\"Sampled completions:\")\n",
        "plt.figure(figsize=(10, 10*8))\n",
        "for i in range(prompt.shape[0]):\n",
        "  plt.subplot(1, 8, i+1)\n",
        "  plt.axis('off')\n",
        "  plt.imshow(seqs[i, -1].reshape((-1, 64, 3)), aspect='equal')\n",
        "\n",
        "plt.figure(figsize=(10, 10*8))\n",
        "for i in range(prompt.shape[0]):\n",
        "  plt.subplot(1, 8, i+1)\n",
        "  plt.axis('off')\n",
        "  img = jnp.concatenate([prompt[i], seqs[i, -1]], -1)\n",
        "  plt.imshow(img.reshape((-1, 64, 3)), aspect='equal')"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Prompt:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5OWaqto2oNoy5/mWsjj7F8aVPMT4xw/ahOr2F45QroxiJi6YmIGsuQX+NvN/G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\nqwSsosI50ladytab8IZ2E61dZmzLjfz2r/4CZ/76c8xUx9m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CKI20bISt8YTEVRrXcxBS\nI2TOm3Hy+whpCtWCRAtJN8soOrkhodaAnZsnKmmoOA6ptskihbXJ6ckVsnnUy/rxr3Dt0b+Abe+g\npwZpr5yhMlDh9Nc+y8j4JMKGuUaCKAZYq8t0u5qyfInMGuemQzfSSiWe6jF24z3MXTiGxyVq276L\nTKUc///be9MgS6+zzvN3zrve/ebNfa2sylpUKklV2mXZ8m7wAtjGTTdg0zTGHQ66GWCiGSCIYWa6\niQbCDZhmbGgGQ8PYdNtsxrslS7YWa9+lUlWpstas3DPvfu973+2cMx/eLMnD2B6nvzWR/4iMyg8Z\nlZknz/ue5zzPf/nmVznxw++n13iMYWGh0hQpDI0BOM0p/OIwtfIY/bU2l6MrbHZeZLVXR4sh3jKf\n4zMnTZY/ZcOxQ0OcutJiuFwkShS24+JVbfJmFNXfoCHOUq2MEIiIr3zjEre+boWxqTJ1Zdi3y72j\nDaBfjX+F7BNtzCshq2bnZSP4llEXhkH8DqKzw6j+GXzfp765iYgl+bEJtpttJobLFH1FeXSS9mCb\nwlAZlta48tLj/Mjbb+U//eeP8WDrAExYTIWr3PeZ3+Y1b34/W/2A0uR15GcOIfffSqm+TWt9m9zk\nQQr1LbwrHV48s87RuRqdrVP85Z8/yY/987fRbnRZPPdN0o01ykM3ot0hlJPHuCG1MgSD3cW26P4A\nWShBbQzVqtP75hfpPfgZbL/I7E/+NvaBg5RvehtpfR3bshgXKbrTRC09zub2JSxP4538PLEq4SQp\nKuhDp45MEmRnCT24SHlqlMLm3Vj2EMLNY/kunWZAKyhz5503UK2fpxg8jJVuZpy52IIZH2kkw9MT\nrG6uM5E2SB/8W5SAkm3h+CXCrR4Ig/Y8hOcjbBDVGiIIobuNUa8eHu3I4qu//AF+8e8vftt1+K4F\nT5xKon6TxvnzTN90O3EcEwqBIzU528eg8HNVLGEDCSpJMMQYo+jWt/H/539N6Z0/SGWmwHrsEOgY\nS9nI3DDJZguTtskf24dnKdJSja5qk+8PKMmUgr1Ms19hcjylHo8y6m7R7Q0he2eoTMHB8ecYyNfz\nwguXsJBYZO1o6dhIx8cgSE2YuUOLLAAVNEaKVze9uTpc0Fi7vIyaRCFMhGtZBLZFrDSOLbETQ9rp\n4wCRJbBERNqG94+XuZRYnA0SfiANKVmCK2Gfg0OjnNEWOdew9vmvE0chaZpgCXClJBWZ7N82EqEU\ntjAUXIcwDnAtm16aZpwqW6CV4PSpM4TdgHOnLyJzHtIYvEGE9jWRSolNyk+8841sFIr8zV9+mpkP\nfRBXKTQCXwsSkaJU1nvRZK3z4Ptg8UiRjRev8nYssfOCkZkl/VVJOlc7KwACLCF2ih5BqANUf5VU\nVqi6FsnGCqWyhxkM0L0eoRZMOy6//ct/SL0R84nPPs3JS+ucNobhsuTokEvaDmmlfZRbwlXPA7fv\nDK8y8rS4Ogbl6s/Dq1fCq50YTWaYaMQrxU6qyD5SQZx8H6Obne9/9btqBBaaip3SjzX//F/8BE/c\n9yDtdpdG0CEKI5rNJlubmxw/cQLHsYmjiM2NdfbNz2HbNoPBgJGREer1On6+RLPRot/qceHKGo0o\nJu9XcHMJjp9D2x5GOGjdR+kUxysxNXENOatPPwiQqcXKUgfXOsyJY7cStQbEnYCFuUmaW2sM14ao\nlnPcdOJ6nnv5AkkiGM4NY+yIVtLcIa1+e+Lgd0OqAQt6q+BUsiJhdFQwGIBKIZ8acirk0//3HzE3\ncoB6I6S4VOIH3/MOBqbP2OwCc4HFG+cWeawZcf0Nh6jXA/JKIyxJTdVYXelRqLkYy6FQKlG0JFVt\n0U9ShNFE4YCgNyDIBfiyiKtzIAYU8x6TRpAMDCUbUm0yW4y8oBEZEi0wWpEkgGUI+2BssCqCgqsp\nGAfX82gHBaIwYKSyu0vWVSPYuHWFxfvuoRfWkIuPg51nfXUVP2czun+BxOTpbS3hVSaZGonZ3hLU\n1+pURkcQGOqXnqE6fpgwCigFl4gq06StBLF2N5E8ysF3fZDWxgXy0zdjVIyVq7JxeYVHvgFH7nCp\n9WMWSi32LSxQGn4jF88/wcW4x4MPPsGNx6a5oZrj2UaX2aE8/X5CFAMixJYurpWwvyaYOPBuPqQ1\n975wH/c+/Q8kHZ/nXg750Q98gk/9l5/m2qO793CSAvRO4P0rPD2TPb+v+BNf5RSSFT+egIG8i/jC\ntcTdVaQNjlGQCkq1Ca7ZP8eJQz7DyWUaWxv41TxXlpvMTFcIHjjPwnUT/OWn/poHkmPcYJ9ieRka\n2wEVO6U2P83cTVOM3/Im8kfuBO0jvBGq88OYiUn6jTa1+jOMTMyyvrHNVtfiXT/5HkaHi8xd/jy5\n1Kbfh9baCsLNIb08Q47HoLPOYODtam10vw+OjfBymHwB02ogUx+VJOjnH0CGF0lPPoSDJFg8CX6F\nROdJCiXi2xfID1ZwREIUbmPiBvmZm7D3HaBcjnDe/+/QeOjkCk6aolaeRp99FtKUIdHjYGUM0biI\nTJvEgcEvgSz4GDePGnRQXpVCocL0O3+E+Yd/B70NRgrKeYUs2zjDI1jVoSwaQ0p0p4NqNHBVjF/d\n+QVTw3YXngkdfuD2a7/jOnzXgidRkgefPU3RyjHv2hlR2WhSc1UI5aKShETFWJZFmoLU8M005fbf\n+SOmiJhNBefaffykzv74AmpQJFIdKFUZ3neION7AaifEl17EzVcxZpGz2mfJfQ1G30rxQsIt3vPc\nUqwwMbeEkysTLnWwpKYkH6OxXcEI5xWVlDAGtEIKizCKcR2y7ocRWEZmxly8MgLnqgR5t0QVE4WE\nqUVi2YSOpmpZhEKgCz5OlIBOkdIgLYtxV/O1bpfy+gYfPjaHrWIa568wnfepBS3eduNx/v1vfZRg\nbQsv1rgqQduZedPsvjk2t7Yp5iU6CAnDAaFS5D0bkhhShS8E6SAkjUJsUSJNY3zPoRf0yFsWxrah\nn2K7NoQxn/rC1/iZn/hRDpdrXP7Tv2DoX70f20CsDakx9CVIBUiBpaH/fcjSbSmwZfav3CnAs8nW\nzu2Kq/wZnRUg/6hBIqTGtotstWosP/13mG5AbbTK0kqbkg9uoYSRgs0AWr2Y3nabD7x+hvSN8/S7\nA+4/vcnlnqKbas7dN+D0mRy/tPAEdvk1GKMwr9wD/7FVu3hFMWYgC1Q0WYGjNahUEClDmkIUZx9h\ntDuBsTLgpRA7kma/y1iuhJCQ2hb1pMNQrsyhE9czefwQ9ZWzjPkloqCDSQfMz02SRn2aWwHDwyPo\nRFEq5sk5Hto3tNttkiSl0WiQhCEH5heoVUcYHhrBKRbo9ftcvnyZ17zubSTJgAfu+VvefNtRThyZ\nYW39Eq2NlM4gxiv53PnaOzE7YxllOXSTlHOLp7ju4BTjY4e5tN6iF4Q0NhoM+gnNeo/b77iV4sx+\nUsvLRkN8eVdrM2TD5DWC1rjhwvMQ6qywEEKQbGgmFxzOdZr8+Ps+wMzEGCfv/Tz19YRKYQJDj6Cn\nOHLkBAdufobN57eZHB/Gtnyiep+861CoTbBgVxgeLtIOFZb2uP+5S5y/1OP4TfsZxDEFz8HxLFwv\nTzE/zEZXs2kVOTDiMFMrsr1VZ63T4Q13nmBkpMY9X/06FV/QCwy+a5FzFZV9Bm90Z+8XoRNKNpMB\nedEnHABSsL62q6XBLfmEGyssfvaPaTS2GTSXqczsp728ROzPYeiQ3z6Dqt3E/iPjbC2eZr3Vp7jv\nVibKb8b2LTprG5QPHWK9GVJLXyZe+DFKzYuMXVOjZd6HiAasLS8z4vTpnv1rvNd9lLQ0w1uvfRf+\nUJnlc8tMFAucWs8z7m3x+kPnGB0b57pClc6Ra5kfjnnn/HmCmmBjq0+oDbbjUHQcXnvUxRf7mUkO\nc+6xh5gvVTmeFHnvW34VYzs88JY6v/Z//TG/97uf4qUVRRT85q7W52qUDDvFjNHZBYWMypmNAtl5\nrkUmUQ+Tt6DPHoR4FSmKlMujlHM+agCuFZOTmpe//MeMH7qB0WoZW3Q4POuw/tBDXO67/OWXzvK2\n41V+qpzy8mqZ181YfOHZgE+/7xfIlUq84YP/CyulfTiDMvlmD4sUJ5dDFsfY/zO/wdiLD1O4527y\negnfHUetfpVcQRKM3kj7pYfZrFncf+9JOlpxZP8Ydm6E08sR/a2n+Q40lW+PNEa3mgjbQbgOlGvo\nIMYqlQlOPoa7dZKzz10i7EpGRgsIEyBJyR0twcVTVN98C+V3fwi/t4FrF3GiM6TuAolqI8rDJGkX\nW2sGWiALo3jH309yehnnof/K9CAm2P8WVD8mnrwT6idx4g62E0JZ4LiT+ME3WfnTv6IlYGxYolPI\nl8CyW4h2E1oXszuoAUuBWwIxdRtieBZZzBG4R6jk9vFOr0axfuk7LsN3LXjOLK+x0lCUfU0QCTzf\nJRUxMs0OryhOAYnjOugkQmnNE695DfUTN/GpZoM7R8eI+g1qvoN0JDIYYqUpcHoFug5Ieow4PZAh\nXsWmaCUk5gB2tIIKPWakoZpzuSe8g3L3NGOdc2DHSAuSbU1kBcxVimx1PWzHw3E8hOUiREYkVVrj\nWxJhLCTxK+m5CIHZyVDRO6MLqXd3aBmjiJXARmCJlCYKmYLvSvpGoS2JTZZM3u72yXs2p/B4bqvD\njYT0Uk1sSa69boEvfeFzbF5eo2JZJDuOWUalpCqlP+gzUS2ztL6BrVOCNCEnLAZpSm5Heq9llt5e\nKRRIohjfkkijMa5LmCbIJMG3HERqSI2m3mrzax//c8YqNYqzU0QXXiaYPUReCpKsIUaAIaezl4bk\n++lgZG8arbN2smRnXHWVSMhV/sw/+r9NlgRtuw5P3XMf//X3f5Z88QAnDo7y2btPc+O+Ks+swdn6\nJpHJukGDCF5/qMrbKzkGVo5mvcMd1+/nwZMr0GgyVHEplUK2t15g+mBmsojJUof1Tnvb7BCVd36E\nbPhpTCY93/HbUUqQaINKIU6znKRECc7e98fwhp/7ntdG6xSwUUA/AVXUGJ2glEfULdMrwgMPPM/L\np5aYGR2lP0golwzT09P0ej2KxQI5v4jv57h8+TLz8/O0u23CdEC5VGF2dh+piqjMTOBaNmE0oB/0\nGS1XQBlmp6bxPJ+zi6vYMmVra43CjQe47YbDLJ5e4tRaEyuXY6veZGp6Et/3CQcDVtfWcOMGMu1T\nHqpge1UsRBZmqTRh0geTUixWmdp/DcVScdf7xnMEUShB+tiVPvGmQA0gVwR3RGCXUsIYwqBBvRXi\nFyyGKwpXajbWzhEKh/NJSqup6ZWLPPj8Mq12wHF9EefUBsrMceK2m1g4ssDTzz/N9UfHWW0HLG/2\nXvHUwnGIowilUqTMJLYryy3inoW10WXEUyQh3PPoc8wetChfB811kEFm7CYlkBf0bIh6BrsPUShI\nY+jbmbDBpALx3U1B/j9ofOP3KN/xYaLmWXJCERbHGEQ5xo7fRP+pb2CP3sx6VMXrdFhZewk5cRtD\nfht78gauPPs0YzfcTnV7kWT1JFV3H0Gax5z6IpE9zpWz2xR4lGoux9iJ96HXDPnpHyV36C7+3Q/d\nwjIw1e0gc5KGdOhowUBYHExybC9tMTczSrezwqmNFB/N1kaIEiCU4boDFe66YxrVy1PeOkTa2ma4\nOkKaDChVqjR6A6o1l7smJnj0Y7/Pv/j13yY2W7veO5hvFRpctQR5lbwsZHaBwQjQWeC1ak+ikoC0\nG2DlHKyoy+VmkygWXH/oAG86NsRKc5LhoSrlikvS2CZOEkrT+2gEl6nhsbY5YF8+5NDsPEOrL9CW\no6ixOfYfPsrLwRAzJUmqEuI46xp32hvYpJTHJ3HnjjJ/0wb9c5Lxa/ejencwWHqebstDKouxEjx8\nxTA2nKPRSnHsPnGjgeft7rwSRmGCIFsjvwCOjTtzAH/fUZL6Iqqzhp0v4Pf6WYGYJMRhhDh7lqn3\nHGJy5F709uPk3EOYdAgsgaufzS6u0UWceAWwMNYkJArd3KLTrZGzhjFhG178OuVcE9fTyNo8Ymgc\nEoXpt9GNLkk3wrVkNlVI9CthzVlnJfNxE8ZAAPKud2G97YPI/gW29Bw96wB4Y1x1edPzU99xHb7r\nI3dlq8dWz2NtZZv3vkWjE4mREmH7pGkPB42tDf1+xOVano2hafR1J9Bnz3M0b0AbziUDBptr1Cyf\nseFxrpnapHkJvBL4zjpGp5igj1WP8Lw2PV1kLG3SHSTctn9AWpik25rh/tL1POd/gDFPspB7iAPR\nPyBiF8uVWb6XbWMZGykyf/FYpVmyrDQZZ0NkvikZoS073LQwCC3RZJlgu0GapLg2CClxkqzAshKN\niCWp46IlGGnwpCHRknYvJI/h7s0Ox6crTI4ZLNfHtgzVQo6ZoSJho0diVKaIixVawr6ZKosnVxDR\nAK0lvpTINCXVCca2iRKNY0EiHZJeF69SQESCVBt0kmIrg29LemkKQmPZLmWl8KQgGrQIzoZ4h2ax\npw7QJZNZy6vDHiMYGDK58S6hjcoyfHYIgtoIpDGZb83VQ0Fk/kVCvKqXECLriq0s9/jNn/8ZJsfm\n2AhivvnSFTSSL59r48ss6TtvZ3+7Sglebsac/foFBv0B0xWfsYt1brgmzze3DP2OYCKR5KoRcS/A\nLtpozI7zdlaQ/eMWkzEZeTobZYFWAqVAp4JEQRxnvjBLp5/kwoN/AHzvBQ8q+32VEQSxIpaSxHg8\n8fhTXFo8T7lU494v/z0VN6JYGKbVDSnk88RxFtRYr2+jUkmhUMR1XRr1BoevOUy9vcH6+jpKK4Zr\nY/iOS7fT4cTxBVzb5vCRBZ58+in6vQB0QhSHhKki0YKtVpswVDilGtotkQD5HfdnCYSDgPX1TfaN\nFIiVphe0KFg5bCEplUoYadHptwh6HQbdDpFKmZqa2fW+SWKF5+XwPIcrsg95wAEVglMyDA17zEzP\ncHC0xMblp3ndNQeJgpAnv/4Z7nniDGOTM/R6EanRBL2AMErpR4q75iFut1naavL1R77Ihz7wdrY7\nCQ0RUq+3iQIQRqJUgtaaKLaIopQ01UxMjdJpdYn6Csc2WHmL6hSYcUGAImpIoqbBc7KRujGK7qZB\nbwmMBZbe4Y8kgjQF42YBurtV7X/uk3/Oe5wK02/+t5z+0n8jabUxdsqFJ+5Gjt2BpZpsrHQYyvXI\nHX4N3eWzlPcf4MIjXydUksZ9/wmvdoh0EFGdP0ihd540MlRnh7myepraXT9Jb/UCrS98hGvf+n6O\n/uS/4Td+4g08/BIMAVpItJYM0gQ3EqzFLb5xOuLo1BgbGwMO75tj8dSTiAIoIxGW5g3H53nTm/fR\nafZpni8xNuqQ5PIIpSFfJUoiiiOjxNEA33Vw2wF/+7/+Mu/8zY/teu+onUwJbdjh7PBKhyfr7rxa\nDkmZkZxNZ0ASe6SWi0bSbG7hS8MtN9zEwbEyfnARJ19C6i469gjrCaOvew3ysecoc5kYQ6oSNhpN\n5mYLXCoeodkc8Ka3vpX9199IbPm0m3W++dwicn2TtcUlnti6hO16/OzP/hiv++F3U7nt7VQPH6Px\n0tOUJm5AmyGs3hNsrGsOTgmc1FAtKgaRJkxiiBTV0bFdrY0IA0g0JtVopRFejrS+SHh+Dfe6SYxt\nUau6BM0eBVJ6xRyJl2JGKlQne+jqD2HiKPNS0C3QIagWBgfcBczw25GNryGXH0eceYYrZ29lo2/w\nZm5mNrkHVwzQAxfLCbHnr8W67V9hWltEX/0D9NIiQkmkY6FTAylQyBSzWfj0zi8RgfX+D8PCKNtd\nxXL8OsomRlbHyaUDnPBFhj0Btg/c+G3X4f+n4GkzWnU51YB6J2aokmJhIaMOAydHf6jAJgGtbpvV\nQcD0bce5eOoFJpKAg9e9iYc3VpmwYWJ8mhXbI9Ex+2KLvp8QpYpCGBKtLtI6vcztdpPJqYROvsrB\naZ+V8AAr+QJry7AZC9pxm3BsiH7hBl7IHcWe+DF++qWP0nn2CaTMZ7JCSyNEAkaSqHTnFq/R0oCx\nECK7wZkdIpshI8hKnZlP7QqpBjSRVKQ6q0hLRjDQKRYSV8lM2aMNOVKIIrRwaHkez6yscXyogrZS\nLpw6R6ffp7XdIictkkGMQGAdmGNeDPiV/3Ajd38q4uOfaJD3IG/biFSw78gBls6v8SNvu4mtZg/L\ntnjwqRewjSDRGpkmpFGCkIJ+rIgB47j4RpOEMcp2sI0msQ3x0hIpKV5q4YksNE9j00fjf59p6Vor\nlNZIrTFaZpESgBLgGPHKtSsbcclMLUHmGFtvRPzrH7yLoZrFaN7i5e2EsgcTNZfGekitUqSEYqAV\n22GCJSwcqXAcQdyVBEKythWSyxtkztATKeW8prfu4Ezb2N/K1cGwY7ywsx/EjrFgJo03JuPqJCp7\noUYqI6imSlJfX6fz0G+i7V0mOzuaTmJoDwx/9PGP8bP/8ucII83f/M2f0ms+iyfHCLYblCoxkdsl\nND3qTY9iySOIBhQLZYTILP6PHz/OCy+8mAXhBgPm52ZZXDyPjU1uYpKR4SGWr1zk9ttu4cxLz+EJ\nxVpzkzBR+J7L2PAoqeVxaWmdg7Pj4JZYrbfIlUdIkxhJSnOzQ6c/YNBoMXtsnnp9idX1DsUgT7k6\nxL5DR1jfWKYTJAThgInxMbZXN2lu1He9b3IeWCLH1PQUcWR45vEWri2J+oa8C2kSMTkxQ9+a5Eoz\nz3p9k35vwOKFdcIg5NKZc0yNF7NRbtolUTAuNc0eLLgDtDFsrNbpY1MbG2P/sZt56ZHHuXCujtaK\noNVCjo5hCUMcB5RLBYwReK5LHMbk8jZewaabJnQagkEvS0P3EvBklk3nuhadvkIpUFJgGYNtC0hA\nkTn7RglYu/Th+dqiS+FPPsrtP/ReTvzMr/D0332WzoWvkqvdQL3bx4pbzFU6aGVTiC9i77+esHOS\n4ZmbaK0tYo2/g81Tj1KpVolXHmQrPsD8TIW1M+eI7BFO//ffpVyDO3/+E4yM2/zqu17LUjvPagK2\nI3FtCdIiNTYqVGgPLm006EYhE4mkXV8hTCFqtrkch5iggbrlGK1ul6WXA7aXBPkISmqAlStDv0dx\nfJzm2hqzo1Wifg9KRTzH5c9+4YO73jv6qibd7MS+GF7x1Mo4rTty9J0vSxMfTBFFgvGqCAGd+joj\nM/PcfGSKo5OC9Re7/MPnvsIv/uJP092+gj06zeDCJfqlA3R5ngNlUEKy3e6QWA36kWTmujfS9qfp\nlfdxcTuh8bkv8Z61bRYcifBs3j12E18tbvB//O4n+dztN1MYnsDMXstIbYTNL/8FqRboqM/immQg\nBE+tSA7MxBTsmJdfrnP89huJvlV//70gSrLLpjLoKEZaDsH6FsGLlxixQ3K37MNdXWUwP0J/CHQl\nR0n2cU2HzskGo+VnkPtfC7kFdBgi/DzGriIL4xjpIRrnSHrXU//sx1k5C8Htd3KmOOAu7zxGg+XJ\n7OVvQJ35MvadH0YcfDOW/+dkd/HMC2mzLZgcA+FKSFQmMtIgjUFMjcBkm03zK3j1T+NM3Iqqn2Sh\n8WdQXgDPxqg2pE0E7/y2y/DdC57VLmNDwzQ7CecuLnPHrUeJU8XKRI3FYofu5iW0KdKRRcbmF2iu\nn2XU8snf+ToeeekUUXUIL3RoRF1mvU1it0BuehrZuIK30aUdt5kpF3BrRe5PZxkddxkpjrI8cZie\nTlCDNtGCxBOKvJenE/Rorm1SHhrGF4J/OPQvmXpwEdmRSCSWsHZGIqCS7AgTUl5lrWVjnh2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RdpRy6XBoZJbfO5C/O8b/YS2ovRqUW4BXHaxPEsmPUQjsDoLtZolThJ8aMIIxVktFtQO7xl4EI4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\nwx7+yeP/AaEKzhrzt/cfAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x5760 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Sampled completions:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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sLJBpyWgwYTrOmExSjJFY6yNUxtraKkm4yHQYMBvFuNJwuHPj2HkjBCAFTjoM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\nnru4i7u4i7u4i7v4vY//B8JgNN16YgdXAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x5760 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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lTzM+Mcu2oTq9hWOUK6MYiYumJiBrLkF/jbzfxqUthpcex+/7GfTMfUg3REZ3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\ncf1bxuHbEp7CwlCE12/sdq8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tXf/Uobohdv9QqMlQrsk9i2KF7w0zcOhm7KmDJLWtCLvA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\n",
            "text/plain": [
              "<Figure size 720x5760 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "olF4PpORpCTK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}
